Restricted boltzmann machine vs neural network jobs

I'm seeking a proficient AI specialist tasked with developing an image recognition algorithm. This tool is intended specifically for facial recognition functionalities. The primary objective of this feature is for the identification of persons of interest. Skills and experience required for this project: * Strong background in AI and machine learning model development. * Proven experience in natural language processing. * Expertise in Image Recognition, specifically around facial recognition techniques. * Past exposure to projects involving identification or detection of persons of interest would be beneficial. Please demonstrate your relevant skills and experience in your proposal.

I'm looking for an expert who can generate a Vcarve program for us. - Machine: CNC router - Material: Wood The project requires a detailed Vcarve program to carve an abstract pattern on wood using our CNC router. Prior experience in CNC programming especially with Vcarve is mandatory. - Skills: 1. Vcarve programming 2. CNC router operation 3. Experience with abstract wood carving designs Please share relevant examples of previous work in your bid.

I’m seeking skilled machine learning experts capable of creating AI systems focused on preventing physical theft. The primary targets are retail stores, specifically, monitoring theft in aisles and the stock room. Ideal Skills/Experience: - Proficient in Machine Learning - Experience with AI security solutions - Background in retail security systems - Strong understanding of video surveillance tech Duties: - Devise advanced AI systems for theft detection - Prioritize monitoring of aisle and stockroom areas - Implement machine learning to enhance theft prevention - Ensure seamless integration with existing security infrastructure

Our client seeks a skilled contractor to manage a network of 40 WordPress blogs. This is a highly sensitive project due to the volume and value of the websites. Candidates have to send in identification and sign NDA. Key Responsibilities: Systems Administration: CPanel management, database administration (PHP), FTP, firewalls. WordPress Maintenance: Plugin updates, theme management, basic frontend/backend operations. Security Focus: WordPress hardening, malware/infection remediation, firewall configuration, virus scanning, intrusion prevention. SEO: Basic on-site/off-site optimization, Google Search Console, Google Analytics, Google Webmaster Tools, Google ReCaptcha, cookie consent implementation. The Ideal Candidate: Demonstrated WordPress administration ex...

I'm looking for an AWS expert who can set up my profile in Mumbai with 1000 virtual central processing units (vcpus). This highly specific task requires excellent knowledge of ...set up my profile in Mumbai with 1000 virtual central processing units (vcpus). This highly specific task requires excellent knowledge of Amazon Web Services. Key tasks include: * Setting up EC2 instances specifically optimized for compute. * Ensuring the configuration supports the primary application of machine learning. You should have a deep understanding of AWS, specifically EC2 instances, with a proven track record of setting up compute optimized environments tailored for machine learning. Prior experience with large scale setup (1000+ vcpus) would be a distinct advantage in being succe...

I'm in need of an AI-Powered Technical Service Desk that can effectively handle a variety of technical issues, particularly those related to hardware, software, and network setups. Overview: I'm looking to create an MVP of an AI-assisted technical service desk tool. The goal is to prototype the core capabilities of ingesting, analyzing, and responding to support issues using machine learning techniques. Project Description: The tool will allow end users to upload tickets, logs, configs, and other pertinent files. It will parse, extract, and vectorize content to understand issues. An explainable ML model like LIME will then diagnose the problem and provide steps, code samples, etc to resolve it. The LLM will be RAG augmented based on a vector protocol of a list of...

I'm seeking a talented UI/UX designer to revamp my existing design (attached). The project involves overall enhancement with a keen focus on the specific needs of students aged between 5 and 18. The idea behind the project is to teach students AI and Machine Learning. Name of the project: Alix Current Color Palette: #1F4760 and #69F2FA

I'm looking for an ethical hacker with specialization in network security, web application security, and social engineering attacks to protect vital medical records online. The Job's Purpose: - Scrutinize medical records to identify errors or discrepancies - Make crucial edits and effectively remove them from a specific website Why? Simply put, it’s about maintaining utmost confidentiality. Here are the ideal skills the job requires; Key Skills: - Substantial experience in cybersecurity; network and web application security in particular - Familiarity with social engineering attacks is a plus - Feeled capcacity to review, edit and ethically hack medical records online - Sharp eye to detect discrepancies in such records If you possess the aforementioned ca...

I'm in need of a skilled Machine Learning Engineer who can develop modules to help analyze the real-time electricity consumption for a variety of devices in our system. Backend: Key Points: - Devices to be analyzed include air conditioners, lights, and simple motors and other simple devices. - The analysis should cover both the collective consumption of groups of devices and the individual consumption patterns of each device. Ideal Experience: - Strong background in Machine Learning, ideally with experience in real-time data analysis. - Previous work in energy consumption analysis or similar fields would be a huge plus. - Proven track record in developing ML models for group and individual level analysis. The ML analysis we are looking for includes: - Identifying ...

I'm seeking expertise to develop an AI solution addressing specific communicatio...completion, and progress updates that are currently barriers. Key Features and Responsibilities: - Construct an AI system that can precisely request added details - The AI tool should nurutre informations mainly for document retrieval, tasks execution, and progress report. - Should work effectively with email platforms as the primary communication tool. Ideal Experience: - Proven experience in AI and machine learning technology - Familiarity with corporate communication systems - Experience in integrating AI with Email services. This project aims at enhancing efficiency and productivity through clear and effective communication. Please provide examples of similar past projects while submitting...

I'm looking for a Python expert to help me set up a pipe network simulation and analyze the pressure data for detecting potential water leaks. The primary goal of this project is to simulate a water pipe network and subsequently identify potential leaks using pressure drop analysis. The simulation should be able to model the flow and pressure properties of a complex network of pipes. Key tasks: - Setting up the pipe network simulation using Python - Conducting pressure drop analysis for leak detection - Providing an intermediate level of detail in the analysis report - this should include the locations and estimated sizes of the potential leaks Ideal candidates for this project should have: - Proven experience in Python programming - Understanding of h...

The goal of this project is to gain some prac3cal experience in Android development and exercise your understanding of cellular and WiFi networks by measuring them. Our specific learning objectives include: • Getting familiar with the Android programming framework. • Implementing background services for Android. • Implementing network measurements using the Telephony and the Wifi Manager Android Apis. • Practicing technical code documentation. • Practicing teamwork.

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I'm in need of an expert Mobile App developer to create an Android application for me. This app is primarily designed to scan nearby wifi networks and cellular networks using latitudes and l...longitudes. Key Features Required: - The central functionality should involve scanning networks. The app should be able to detect the presence of networks in a geographical location based on coordinates. User Interface: - I prefer a minimalistic approach to the user interface. Please ensure it's straightforward, clean, and efficient. Relevant Skills: - Android app development - Familiarity with network scanning technologies - Experience developing minimalistic user interfaces Please reach out if you have a good understanding of these requirements and are capable of executing th...

I'm in need of a freelancer skilled in Windows server administration and virtualization technology, specifically VMware. Your task will be to set up a VPN server on my existing Windows virtual machine. Key tasks include: - Installing and configuring OpenVPN on the Windows server - Ensuring the VPN setup is secure and functions properly You should have deep knowledge and experience with Windows Server, VMware, and OpenVPN protocols. I'm expecting the project to be done efficiently and timeously without compromising on the server's security measures.

I am looking for an expert who can use Cisco Packet Tracer to perform a variety of tasks including network simulation, network design, and troubleshooting. Although the type of network to be simulated or designed was not specified, the project will involve the inclusion of switches and routers. Ideal candidates should be familiar with these devices and possess the necessary skills to integrate them into a comprehensive network design. Your expertise in network simulation and troubleshooting will be critical in ensuring the success of this project.

I'm in need of an IT specialist, specifically expert in the field. This role involves web development, database management, and network administration, with a strong emphasis on GitHub program installation. I am looking for a person/team with experience in installing the following software, there is a manual, please read the instructions. I am sending an installation request. I need to start the installation process as soon as possible. Downloading the software: Tutorial A comprehensive tutorial presented at NeurIPS 2023 - Seamless EXPO, the place to learn how to use the entire set of Seamless models. Feel free to play around with the notepad. Tutorial link:

I am seeking a skilled Network Administrator to convert my computer into a gaming server. My interest lies in hosting multiplayer strategy games, therefore, the professional should have a strong understanding of server setup specific to these game types. Important considerations for this project are: - Support for multiple game sessions running concurrently. - Capable of handling a maximum of 50 concurrent players. The ideal candidate will demonstrate proven experience in similar projects and possess detailed knowledge in network administration, particularly in gaming server setups. Please express your expertise in your bid proposal.

I'm looking for a skilled DevOps Engineer experienced in AWS to help design a robust architecture for my Spark and Sagemaker Machine Learning models. Key Requirements: - **AWS Services**: Your primary focus will be on utilizing Amazon S3 and Amazon Sagemaker effectively within the architecture. - **Programming Languages**: Familiarity with both Python and R is important, given that my models are built in those languages. - **Model Operations**: Your design should focus on enabling batch predictions and facilitate model training and retraining for the Machine Learning models. Ideal Skills: - Experience with Amazon S3 and Amazon Sagemaker are a must. - Proficiency in Python and R for fine-tuning or troubleshooting the models. - Familiarity with designing architectures fo...

I'm seeking a skilled recruitment consultant who specializes in the general recruitment industry, specifically focusing on filling mid-level temporary positions. Key Responsibilities: - ...liaison between our company and the candidates, providing full support throughout the recruitment process -submitting candidates on platform -pick up any new request from recruitment platform and put it on indeed for candidates, then submit them to clients for review Ideal Skills and Experience: - Proven experience as a recruitment consultant, particularly in healthcare - Strong knowledge and network within the healthcare industry - Ability to source and assess mid-level candidates effectively - Excellent communication and negotiation skills - Prior experience with temporary recruitment w...

I'm in need of a skilled writer to create engaging technical content for a security blog. Key Points: - **Topics**: The content will revolve around Cybersecurity best practices, Network security, MDR, EDR. - **Target Audience**: The material should be written with IT professionals, Chief Information Security Officers (CISOs), and CEOs in mind. - **Technical Level**: The content should be at an Intermediate level. It should be detailed, but still accessible to those with a solid background in the field. Requirements: - Thorough understanding of Cybersecurity, Network Security, MDR, and EDR. - Proven experience in writing in-depth technical content. - Ability to simplify complex technical concepts for an audience with varying levels of expertise. - Experience targeting I...

This is a personal project questing for an adept software engineer or system administrator to create a multiboot machine. Ideally, this machine will be configured with both Windows 10 ISO and Ubuntu 22.04. However, instead of the conventional Grub, we will utilize the Burg Bootloader with the Metro theme. This is a technically demanding task requiring the following: - Profound knowledge in Operating System installations. - Expert ability to setup multiboot configurations. - Experience with the Burg Bootloader is highly desirable. - Familiarity with the Metro theme. The purpose of the multiboot configuration is to provide a platform where I can experiment with different operating systems. Please ensure the optimal setup is achieved such that I can independently manage the ...

I'm in search of a skilled professional in Machine Learning to create an image recognition model tailored for hand gestures and symbols. The project will be entitled Real Time Sign Language Translator and will translate America Sign language to Recognisable alphabets and display them on the screen to be able to form words. Key Requirements: - The model should be optimized for high accuracy, exceeding 95% in recognition of the specified hand symbols and gestures. - It should be able to differentiate among various hand symbols and gestures, recognizing them accurately. Ideal Skills and Experience: - Proven experience in developing and training image recognition models, particularly for recognizing hand gestures. - Proficiency in working with machine learning frameworks a...

I need an expert to help me select the most suitable all in 1 programming language for building various applications targeting multiple platforms (mainly web) 1. I would like to build applications for Web, iOS, Android, Windows 10, Linux, and MacOS & embedded systems (like micro controllers) from single code base 2. I want to learn a language in which we write a code once and can compile for any platform. 3. One possible answer to my questions is JavaScript. We can build server side apps in JS using Node.js & Next.js. Javascript can be embedded in HTML on client side too. We can build desktop apps in JS using Electron and we can make mobile apps in JS using react & angular. But in javascript will code be exactly same for all platforms ? 4. Another option is Flutter (Dart). 5...

...including updates and troubleshooting. Required Skills: Proficiency in web development technologies (e.g., HTML, CSS, JavaScript, and a server-side framework like Node.js or Django). Experience with Python, particularly in data handling (pandas) and automation scripts. Strong background in API integration and management. Experience in handling databases (e.g., MySQL, MongoDB). Familiarity with AI and machine learning frameworks or APIs (experience with image generation APIs is a plus). Good understanding of cloud services (AWS, Azure, or Google Cloud) for deploying and scaling applications. Ability to design user interfaces with attention to user experience and responsiveness. Qualifications: Bachelor’s degree in Computer Science, Information Technology, or related field....

As the main driver of this project, I require a senior machine learning engineer who specializes in working on training Stable Diffusion models. The ideal candidate must have: The ultimate aim is superior task performance, specifically in the realm of Text2Image. We are aiming to improve our system’s capabilities and exceed our current benchmark. Your role will be pivotal in us achieving this. If you are confident in your ability to develop models that transform the performance capabilities of challenging Text2Image tasks, then I invite you to bid.

I am in need of a proficient developer to create a web application, specifically a sniper app, for the TON Network Blockchain. I am open to the usage of JavaScript, Solidity, and nodejs for this project. I didn't specify the exact features, however, if you have experience with crafting applications of a similar nature, I'd prefer to see your take on it. I have an immediate need for this project, hence it is important that the work is completed as soon as possible. - Key Skills: JavaScript, Nodejs, Solidity - Experience: Previous work on sniper apps or similar projects, familiarity with the TON network blockchain would be highly advantageous.

I have an immediate requirement for experienced freelance recruiters who can help me recruit content moderators and customer service advisors in Portugal, Greece, and Spain. Key Details: - Positions: Content Moderation, Customer Service Advisors - Lang...Customer Service Advisors - Language skills: Fluent in French, German, Dutch, Italian, Norwegian, and Swedish all + English Ideal Skills and Experience: - Proven experience in recruiting for customer-facing roles. - Ability to source and interview candidates who are fluent in several languages. - Exceptional knowledge of European job markets, particularly in Portugal, Greece, and Spain. - Extensive network of multilingual professionals. Looking forward to connecting with high-performing recruiters who can source the right talent...

...native-level fluency in Japanese or have a C1 certificate of Japan - Your English proficiency is fluent - Your laptop meets requirements: RAM from 6 GB, Windows 10+ or iOS - You have stable internet connection - You are self-organised, can work without supervision Mindy Teams is an international outsourcing company, a European leader in the field of Data Annotation for Artificial Intelligence and Machine Learning for over 10 years. Several of our clients belong to GAFAM and Fortune500 lists. We have a team of 2000 professionals. We are waiting for you to join our team....

As an important player in the pharmaceutical industry, we are seeking an efficient and resourceful AI/ML engineer who can ...and modeling - Developing precise and efficient AI algorithms - Integrating existing systems with developed ML models Our project predominantly concentrates on temperature-sensitive medications, which adds a layer of vitality to the precision and accuracy of our operations. Hence, the ideal candidate should have a background in pharmaceutical logistics or healthcare and a solid command over machine learning algorithms. With the potential of AI/ML, we aim to escalate the accuracy in the tracking of our shipments which is paramount to our vision of providing superior service. Therefore, proven experience in improving logistics or supply chain efficiency would ...

I am in need of a comprehensive marketing strategy that will focus on increasing brand awareness for my accounting firm based in Sydney. The strategy will primarily involve Google Ads and le...firm. - Designing and managing Google Ads campaigns on both Search and Display Networks. - Generating leads from small businesses, individual service seekers, and corporations in Sydney. Skills Required: - Proven experience in developing and executing successful marketing campaigns, particularly in the B2B and professional services space. - Proficiency in Google Ads, including Search and Display Network campaigns. - Good understanding of lead generation tactics and strategies. Please provide a detailed proposal outlining your approach to this project, including timelines, costs, and expected...

Good morning, for my client i need to make an implementation on WooCommerce - on the store the client selects a product and then the website sends a query to the website - provide the number of products on the network. The system will then return a list of places with available quantities of a given product. The system API is in JSON format. An authorization token is required to execute the query.

...learning models and their applications in Autism research. - Experience in conducting literature reviews in the context of EEG data and Autism. Please share your published works in these domains for further consideration. The budget is negotiable based on your skills and experience. Further Details: If you have academic writing experience in ‘Bioinformatics’, ‘EEG’, ‘Autism/Non-autism’, and ‘machine and deep learning’ domains, then this project is for you. Read it thoroughly; if you are confident to complete it, please send your interest and work in my inbox. I have implemented GB, XGB, and LSTM models to classify autism and non-autism EEG biosignal datasets (). I used preprocessing and feature engineering techniques and receiv...

...about clearances and effort - we mutually agree to effort - we assign you the task after mutually agreed - you implement, test and deliver - you provide also unit /integration tests to ensure code is always working - you document each required step to make interaction of systems to work - we test on our premise (you maybe help to fix issues) - we pay (basically the rules of freelancer) Closed book vs open book? We work only on open book. Closed book means you are unwilling to define a WBS for the work and you add only a price tag to the task. We are sorry we will not hire you in such a case! documentation requirements: - well structured - reproducible steps for others - spell & grammar checked coding requirements: - clean code in terms of clean code book - best practices...

We are developing machine learning software aimed at predicting space debris collisions and enhancing mission planning. The initial phase of this project requires a meticulous approach to data preparation, which is critical for the success of our subsequent modeling efforts. The challenge lies in acquiring as much relevant data as possible for accurate predictions. Project Scope: 1. Preparation Stage: The freelancer will be responsible for identifying and researching all available sources of space debris data, both free and paid. This includes a comprehensive evaluation of data providers to ensure the data's relevance and quality. The output at this stage will be an Excel table summarizing the research, which will include provider names, links to data or registration, pricing...

I need a Tic Tac Toe game implemented in C++. The game should support local multiplayer,...should support local multiplayer, with a simple text-based (console) graphical interface. Key Requirements: - C++ programming skills - Experience with game development, particularly Tic Tac Toe - Ability to create a basic text-based user interface The game should be designed for Windows platform. The core gameplay should be solid and allow for two players to play against each other on the same machine. The graphical aspect should be simple and intuitive, with text-based display. If you're an experienced C++ developer with a knack for game programming, this project could be a fun and quick one for you to pick up. Please provide examples of your previous game development work alongside...

I'm in search of an Expert Ethical Hacker to assist me with my project. This role requires someone with extensive experience in the field, ideally as a penetration tester or similar. The ideal candidate should be able to perform network penetration testing, effectively test web applications and conduct vulnerability assessments. I'm looking for someone who can think like a hacker in order to uncover and fix security vulnerabilities in my systems. Please include a detailed overview of your experience in your application.

...fun - Automatic buy and sell orders: This bot should be able to place trades on my behalf, minimizing manual intervention. - Real-time blockchain analysis on the Solana network - Customizable alert system: I want to be alerted with all PNL data for every trade executed in real time after trade has completed. - Risk management tools: It should help manage potential losses and enhance profit chances. - Stop-loss orders and take-profit mechanisms: Essential features to control and protect my investment and keep overall drawdown below 5% - Advanced Algorithmic Trading: The bot should trade using complex algorithms and machine learning trading techniques The bot should be specifically designed to work with the trading platform. The innovative trading bot should possess adva...

I'm seeking a highly skilled iOS developer who specializes in Moodle app customization. Your task is to conduct a seamless setup of the Moodle app on my machine, ensuring it operates flawlessly on the iOS simulator. Your responsibilities include: - Understanding my requirements and applying basic customization to the app: including the logo, color scheme, and fonts. - The version of Moodle in my current use: Moodle 3.2 Given that I have a strict deadline for the project, proven experience in Moodle app customization, and the ability to meet deadlines, is strongly preferred. Your ability to communicate clearly and promptly is also critical for the success of this project, so I'm looking forward to proper problem-solving discussions if they arise.

...fun - Automatic buy and sell orders: This bot should be able to place trades on my behalf, minimizing manual intervention. - Real-time blockchain analysis on the Solana network - Customizable alert system: I want to be alerted with all PNL data for every trade executed in real time after trade has completed. - Risk management tools: It should help manage potential losses and enhance profit chances. - Stop-loss orders and take-profit mechanisms: Essential features to control and protect my investment and keep overall drawdown below 5% - Advanced Algorithmic Trading: The bot should trade using complex algorithms and machine learning trading techniques The bot should be specifically designed to work with the trading platform. The innovative trading bot should possess adva...

...my defined target audience which includes Cafes, Restaurants, Offices, areas with heavy outdoor traffic, Campuses, Hospitals, Airports, Industrial parks, and Schools. The website should: • Highlight the advantages of our coffee barista machines • Have a well-structured product catalog • Include customer testimonies • Have clear calls-to-action • Integrate e-commerce capabilities for direct machine sales Ideal skills include WordPress proficiency, SEO optimization techniques, and past experience crafting websites for similar industries. An understanding of the food & beverage-tech industry or e-commerce site development will be beneficial. 1. Brand Identity: Develop a distinct visual identity that combines elements of robotics and coffee culture...

...involves a variety of tasks, including design for a number of specific kitchen appliances, as well as the creation of a logo and supplementary marketing materials. Key Tasks: - **Product Design**: The primary focus of this project is the design of a range of electronic kitchen appliances. Specifically, I'm looking for designs for an air fryer, kettle, toaster, blender, juicer, and espresso machine. The key feature I want to highlight in these designs is a sleek and modern aesthetic. - **Logo Design**: I also need a logo designed for this product line. The logo should be consistent with the overall sleek and modern aesthetic of the appliances, and should help to establish a strong brand identity. - **Amazon Catalog Images and Videos**: To support the launch of these pro...

I'm looking for a professional who can train an AI ...system can be used to estimate repair or replacement costs for specific regions. Key Responsibilities: - Train the AI to achieve high accuracy in measuring house roof areas - Ensure that the system is geared towards roof repair or replacement estimation - Focus on specific geographical regions for training data, tailored to my needs Ideal Skills and Experience: - Strong background in AI and machine learning - Experience in working with satellite imagery or similar data sources - Prior knowledge of training AI for specific applications, such as roof area measurement - Ability to create a flexible system that can be easily adapted to different regions - Clear understanding of the importance of high measurement accuracy for t...

I'm seeking a skilled developer to create a simple naval war game. The game ...create a simple naval war game. The game will be played on a desktop platform and should allow for Player vs Player interaction. Ideal Skills and Experience: - Expertise in HTML and JavaScript game development - Experience with developing 2D games - Background in creating player vs player interactive games Key Requirements: - Game is to be playable on desktop platform only. - The game should be designed for player vs player interaction. A multiplayer format is not needed. - Design should be simplistic, incorporating plain 2D graphics only. By standing onboard this project, the chosen developer would be expected to bring our naval warfare game to life while ensuring enjoyable ...

...sales channels in North America, Europe, Russia, India, Japan and Korea etc. The primary products to sell are UAVs, bearings, and titanate material (e.g. brake). The ideal candidate will have: - Experience selling to the automotive and industrial manufacturing sectors - Know related product importation process, import duty, custom clearance, local transportation - Homologation if any - A strong network and knowledge of these regions - Familiarity with the specific products, their applications, and market demands Your role will involve selling these items to your local customers, establishing a steady sales channel for my products in these regions. Let's collaborate and create a mutually beneficial partnership. I also have sponge product with a super nice price. Or you ha...

...my personal data is secured. Your primary focus must be on removing these hackers from the system. Key tasks include: - Investigating the extent of the hack and identifying vulnerabilities - Removing the hackers from the system entirely - Securing my personal data - Ensuring control over cameras and microphones is restored Ideal Skills and Experience: - Proven experience in cybersecurity and network security, particularly with Azure - Expertise in identifying and removing hackers from systems - Ability to secure personal data effectively - Strong problem-solving skills and attention to detail - Experience in restoring control over cameras and microphones within a system - Excellent communication skills to provide updates on progress and explain steps taken to prevent future b...

I'm looking for a computer engineer with strong expertise...Requirements: - Proficiency in Operating Systems and Technical Skills: You should be well-versed in various Operating Systems and technical aspects to tackle the challenges of the project. - Google Technology Proficiency: You must have a deep understanding and hands-on experience with Google technologies, products, and services. Ideal Skills and Experience: - Previous experience in software development, network security, or hardware design would be a plus. - Strong understanding and experience in using multiple operating systems, particularly Windows, Linux, and macOS. - Excellent problem-solving skills and the ability to work independently and in a team. - A proactive approach to learning and adapting to new technolo...

I need to develop separate and detailed PPT decks for each topic in the training. I've attached a draft PPT which covers ...slide including- Prerequisites, What will be learned in this topic, what would be learned in next topic. 1️⃣ Fundamentals of Generative AI: 2️⃣ Fundamentals of machine learning: 4️⃣ Fundamentals of Computer Vision: Fundamentals of conversational language understanding: 8️⃣ Fundamentals of Responsible Generative AI:

The machine learning component of this hybrid profile creation system in a Flutter app involves integrating a TensorFlow Lite model, possibly using DistilBERT for its efficiency and effectiveness in natural language processing tasks. The model's role is twofold: Text Analysis and Categorization: It processes user-generated text inputs and web-scraped content to extract meaningful insights, such as sentiment, key phrases, or categorization of interests. This helps in dynamically adjusting the user's profile to reflect their preferences and behaviors accurately. Usage Pattern Learning: The system tracks and analyzes app usage statistics to learn about user preferences over time. Machine learning algorithms can identify patterns in what features or content the user in...